This work was supported by National Science Foundation award IIS-1421134. A GPU used for this research was donated by the NVIDIA Corporation.

Abstract: Deep video compression methods typically use autoencoder-style networks for encoding and decoding, which can result in the loss of information during encoding that cannot be retrieved during ...

Mambular is a Python package that simplifies tabular deep learning by providing a suite of models for regression, classification, and distributional regression tasks. It includes models such as ...

Abstract: Using deep neural networks (DNNs) for encoding of microphone array (MA) signals to the Ambisonics spatial audio format can surpass certain limitations of established conventional methods, ...

As the core of our model, we focused on the specific architectural implementation of the GNNBlock, which is designed for efficient substructure encoding based on GNN. Shallow GNN architectures are ...

It's not that you don't have memories from infancy — it's that you simply can't access them later in life, new research shows ...

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While we await those, we've already discussed the potential performance implications, FSR 4 upscaling, and now we want to provide additional context on improvements in the new Radeon's encoding ...

Researchers from the Henry and Marilyn Taub Faculty of Computer Science have developed an AI-based method that accelerates ...